AI Visibility Scorecard
prompttoolkit.com · Nonprofits
Borderline visible. AI bots can crawl Prompt Toolkit, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#332,973 of 827,667 in Nonprofits for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Nonprofits average 9
Top 12% of Nonprofits
See what's behind this score →4
-
Network Authority
iNot connected yet
Nonprofits average 0.0
0 relationships · Nonprofits average 2
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Nonprofits average 14
See what's behind this score →4
from our crawl and measurement
"Community sourced prompts for ChatGPT and GPT3 to speed up your workflow." That is how Prompt Toolkit introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4/10, Prompt Toolkit is crawlable but under-signaled - fixable, and the signals above are where to start.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/prompttoolkit
Cite this score: Engagemii (2026). "AEO Score for Prompt Toolkit." Retrieved from https://engagemii.com/aeo/brands/prompttoolkit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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